output
20172024
most citedThe physics of higher-order interactions in complex systems

938 citations

Showing astro-ph.IMShow all

5 papers · 1 filter

astro-ph.IM202115 cited

Structured Variational Inference for Simulating Populations of Radio Galaxies

David J. Bastien, Anna M. M. Scaife, Hongming Tang +2

We present a model for generating postage stamp images of synthetic Fanaroff-Riley Class I and Class II radio galaxies suitable for use in simulations of future radio surveys such…

astro-ph.IM202143 cited

Fanaroff-Riley classification of radio galaxies using group-equivariant convolutional neural networks

Anna M. M. Scaife, Fiona Porter

Weight sharing in convolutional neural networks (CNNs) ensures that their feature maps will be translation-equivariant. However, although conventional convolutions are equivariant…

astro-ph.IM20216 cited

Gaussian Process Modelling for Improved Resolution in Faraday Depth Reconstruction

S. W. Ndiritu, A. M. M. Scaife, D. L. Tabb +2

The incomplete sampling of data in complex polarization measurements from radio telescopes negatively affects both the rotation measure (RM) transfer function and the Faraday depth…

astro-ph.IM202019 cited

Magritte, a modern software library for 3D radiative transfer: II. Adaptive ray-tracing, mesh construction and reduction

Frederik De Ceuster, Jan Bolte, Ward Homan +6

Radiative transfer is a notoriously difficult and computationally demanding problem. Yet, it is an indispensable ingredient in nearly all astrophysical and cosmological simulations…

astro-ph.IM201929 cited

Magritte, a modern software library for 3D radiative transfer: I. Non-LTE atomic and molecular line modelling

Frederik De Ceuster, Ward Homan, Jeremy Yates +3

Radiative transfer is a key component in almost all astrophysical and cosmological simulations. We present Magritte: a modern open-source software library for 3D radiative transfer…